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• Article

  A bayesian approach to discovering truth from conflicting sources for data integration

  Zhao, B., Rubinstein, B. I. P., Gemmell, J. & Han, J., Feb 2012, In: Proceedings of the VLDB Endowment. 5, 6, p. 550-561 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Data integration
  • Sampling
  • Experiments

• A DREAM challenge to build prediction models for short-term discontinuation of docetaxel in metastatic castration- resistant prostate cancer

  Prostate Cancer DREAM Challenge Community, 2017, In: JCO Clinical Cancer Informatics. 2017, 1, p. 1-15 15 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Docetaxel
  • Castration
  • Prostatic Neoplasms
  • Clinical Trials
  • Phase III Clinical Trials

• A framework of mining trajectories from untrustworthy data in cyber-physical system

  Tang, L. A., Yu, X., Gu, Q., Han, J., Jiang, G., Leung, A. & La Porta, T., Feb 1 2015, In: ACM Transactions on Knowledge Discovery from Data. 9, 3, p. 16 1 p.

  Research output: Contribution to journal › Article › peer-review

  • Cyber Physical System
  • Miners
  • Trajectories
  • Sand
  • Sensors

• A framework of traveling companion discovery on trajectory data streams

  Tang, L. A., Zheng, Y., Yuan, J., Han, J., Leung, A., Peng, W. C. & Porta, T. L., Dec 1 2013, In: ACM Transactions on Intelligent Systems and Technology. 5, 1, 2542185.

  Research output: Contribution to journal › Article › peer-review

  • Data Streams
  • Trajectory
  • Trajectories
  • Object
  • Framework

• A graph-based consensus maximization approach for combining multiple supervised and unsupervised models

  Gao, J., Liang, F., Fan, W., Sun, Y. & Han, J., Jan 1 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 1, p. 15-28 14 p., 6035707.

  Research output: Contribution to journal › Article › peer-review

  • Labeling
  • Labels
  • Set theory
  • Costs

• A probabilistic approach to detect mixed periodic patterns from moving object data

  Li, J., Wang, J., Zhang, J., Qin, Q., Jindal, T. & Han, J., Oct 1 2016, In: GeoInformatica. 20, 4, p. 715-739 25 p.

  Research output: Contribution to journal › Article › peer-review

  • periodicity
  • candidacy
  • filter
  • world
  • detection method

• A unifying framework of mining trajectory patterns of various temporal tightness

  Lee, J. G., Han, J. & Li, X., Jun 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 6, p. 1478-1490 13 p., 6977963.

  Research output: Contribution to journal › Article › peer-review

  • Trajectories

• Automated Phrase Mining from Massive Text Corpora

  Shang, J., Liu, J., Jiang, M., Ren, X., Voss, C. R. & Han, J., Oct 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 10, p. 1825-1837 13 p., 8306825.

  Research output: Contribution to journal › Article › peer-review

  • Text processing
  • Taxonomies
  • Labeling
  • Linguistics

• A variance minimization criterion to active learning on graphs

  Ji, M. & Han, J., 2012, In: Journal of Machine Learning Research. 22, p. 556-564 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Active Learning
  • Problem-Based Learning
  • Labels
  • Graph in graph theory
  • Gaussian Random Field

• Classification and adaptive novel class detection of feature-evolving data streams

  Masud, M. M., Chen, Q., Khan, L., Aggarwal, C. C., Gao, J., Han, J., Srivastava, A. & Oza, N. C., Jun 3 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 7, p. 1484-1497 14 p., 6205751.

  Research output: Contribution to journal › Article › peer-review

  • Data mining
  • Detectors
  • Classifiers

• Conflicts to Harmony: A Framework for Resolving Conflicts in Heterogeneous Data by Truth Discovery

  Li, Y., Li, Q., Gao, J., Su, L., Zhao, B., Fan, W. & Han, J., Aug 1 2016, In: IEEE Transactions on Knowledge and Data Engineering. 28, 8, p. 1986-1999 14 p., 7460925.

  Research output: Contribution to journal › Article › peer-review

  • Data structures
  • Experiments

• Constructing topical hierarchies in heterogeneous information networks

  Wang, C., Liu, J., Desai, N., Danilevsky, M. & Han, J., Sep 17 2015, In: Knowledge and Information Systems. 44, 3, p. 529-558 30 p.

  Research output: Contribution to journal › Article › peer-review

  • Heterogeneous networks
  • Clustering algorithms
  • Industry
  • Experiments

• Deep multiplex graph infomax: Attentive multiplex network embedding using global information

  Park, C., Han, J. & Yu, H., Jun 7 2020, In: Knowledge-Based Systems. 197, 105861.

  Research output: Contribution to journal › Article › peer-review

  • Discriminators
  • Graph
  • Labels
  • Node
  • Experiments

• Detection of complexes in biological networks through diversified dense subgraph mining

  Ma, X., Zhou, G., Shang, J., Wang, J., Peng, J. & Han, J., Sep 2017, In: Journal of Computational Biology. 24, 9, p. 923-941 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Biological Networks
  • Mining
  • Protein
  • Protein Interaction Networks
  • Proteins

• DPPred: An Effective Prediction Framework with Concise Discriminative Patterns

  Shang, J., Jiang, M., Tong, W., Xiao, J., Peng, J. & Han, J., Jul 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 7, p. 1226-1239 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Experiments

• DWCox: A density-weighted Cox model for outlier-robust prediction of prostate cancer survival

  Xiao, J., Wang, S., Shang, J., Lin, H., Xin, D., Ren, X., Han, J. & Peng, J., 2016, In: F1000Research. 5, 2806.

  Research output: Contribution to journal › Article › peer-review

  • Proportional Hazards Models
  • Prostatic Neoplasms
  • Survival
  • Datasets
  • Likelihood Functions

• Embedding learning with events in heterogeneous information networks

  Gui, H., Liu, J., Tao, F., Jiang, M., Norick, B., Kaplan, L. & Han, J., Nov 2017, In: IEEE Transactions on Knowledge and Data Engineering. 29, 11, p. 2428-2441 14 p., 7997782.

  Research output: Contribution to journal › Article › peer-review

  • Semantics
  • Experiments

• Entity linking with a knowledge base: Issues, techniques, and solutions

  Shen, W., Wang, J. & Han, J., Feb 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 2, p. 443-460 18 p., 6823700.

  Research output: Contribution to journal › Article › peer-review

  • Information retrieval

• EPeriodicity: Mining event periodicity from incomplete observations

  Li, Z., Wang, J. & Han, J., May 1 2015, In: IEEE Transactions on Knowledge and Data Engineering. 27, 5, p. 1219-1232 14 p., 6940249.

  Research output: Contribution to journal › Article › peer-review

  • Global positioning system
  • Data mining
  • Uncertainty
  • Sensors
  • Experiments

• Estimating OLAP queries over uncertain and imprecise multidimensional data streams

  Cuzzocrea, A. & Han, J., Sep 1 2012, In: Engineering Intelligent Systems. 20, 3, p. 171-181 11 p.

  Research output: Contribution to journal › Article › peer-review

  • Distribution functions
  • Probability distributions
  • Semantics
  • Uncertainty

• Facing the reality of data stream classification: Coping with scarcity of labeled data

  Masud, M. M., Woolam, C., Gao, J., Khan, L., Han, J., Hamlen, K. W. & Oza, N. C., Oct 1 2012, In: Knowledge and Information Systems. 33, 1, p. 213-244 32 p.

  Research output: Contribution to journal › Article › peer-review

  • Supervised learning
  • Labeling
  • Learning algorithms
  • Classifiers

• GeoBurst+: Effective and real-time local event detection in geo-tagged tweet streams

  Zhang, C., Lei, D., Yuan, Q., Zhuang, H., Kaplan, L., Wang, S. & Han, J., Feb 2018, In: ACM Transactions on Intelligent Systems and Technology. 9, 3, 34.

  Research output: Contribution to journal › Article › peer-review

  • Event Detection
  • Crowdsourcing
  • Real-time
  • Disasters
  • Monitoring

• Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark

  Yang, C., Xiao, Y., Zhang, Y., Sun, Y. & Han, J., 2020, (Accepted/In press) In: IEEE Transactions on Knowledge and Data Engineering.

  Research output: Contribution to journal › Article › peer-review

  • Heterogeneous networks
  • Labels
  • Availability

• KnowEnG: A knowledge engine for genomics

  Sinha, S., Song, J., Weinshilboum, R., Jongeneel, V. & Han, J., 2015, In: Journal of the American Medical Informatics Association. 22, 6, p. 1115-1119 5 p.

  Research output: Contribution to journal › Article › peer-review

  • Genomics
  • Big Data
  • Datasets
  • Data Mining
  • Knowledge Bases

• Knowledge-guided analysis of "omics" data using the KnowEnG cloud platform

  Blatti, C., Emad, A., Berry, M. J., Gatzke, L., Epstein, M., Lanier, D., Rizal, P., Ge, J., Liao, X., Sobh, O., Lambert, M., Post, C. S., Xiao, J., Groves, P., Epstein, A. T., Chen, X., Srinivasan, S., Lehnert, E., Kalari, K. R., Wang, L. & 8 others, Weinshilboum, R. M., Song, J. S., Jongeneel, C. V., Han, J., Ravaioli, U., Sobh, N., Bushell, C. B. & Sinha, S., 2020, In: PLoS biology. 18, 1, e3000583.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Genomics
  • engines
  • data analysis
  • Data Analysis
  • genomics

• Latent community topic analysis: Integration of community discovery with topic modeling

  Yin, Z., Cao, L., Gu, Q. & Han, J., Sep 2012, In: ACM Transactions on Intelligent Systems and Technology. 3, 4, 63.

  Research output: Contribution to journal › Article › peer-review

  • Community
  • Modeling
  • Text
  • Community Structure
  • Graph in graph theory

• Learning influence from heterogeneous social networks

  Liu, L., Tang, J., Han, J. & Yang, S., Nov 2012, In: Data Mining and Knowledge Discovery. 25, 3, p. 511-544 34 p.

  Research output: Contribution to journal › Article › peer-review

  • Heterogeneous networks
  • Marketing
  • Information retrieval
  • Agglomeration

• Liberal entity extraction: Rapid construction of fine-grained entity typing systems

  Huang, L., May, J., Pan, X., Ji, H., Ren, X., Han, J., Zhao, L. & Hendler, J. A., Mar 2017, In: Big Data. 5, 1, p. 19-31 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Semantics
  • Knowledge representation
  • Language
  • Clustering algorithms
  • Hierarchical Clustering

• Locally discriminative coclustering

  Zhang, L., Chen, C., Bu, J., Chen, Z., Cai, D. & Han, J., 2012, In: IEEE Transactions on Knowledge and Data Engineering. 24, 6, p. 1025-1035 11 p., 5740883.

  Research output: Contribution to journal › Article › peer-review

  • Linear regression
  • Clustering algorithms
  • Labels

• Meta-path-based search and mining in heterogeneous information networks

  Sun, Y. & Han, J., Aug 2013, In: Tsinghua Science and Technology. 18, 4, p. 329-338 10 p., 06574671.

  Research output: Contribution to journal › Article › peer-review

  • Semantics
  • Feedback

• Mining diversity on social media networks

  Liu, L., Zhu, F., Jiang, M., Han, J., Sun, L. & Yang, S., Jan 2012, In: Multimedia Tools and Applications. 56, 1, p. 179-205 27 p.

  Research output: Contribution to journal › Article › peer-review

  • Electric network analysis
  • Websites
  • Availability
  • Semantics
  • Bandwidth

• Mining knowledge from interconnected data: A heterogeneous information network analysis approach

  Sun, Y., Han, J., Yan, X. & Yu, P. S., Aug 2012, In: Proceedings of the VLDB Endowment. 5, 12, p. 2022-2023 2 p.

  Research output: Contribution to journal › Article › peer-review

  • Electric network analysis
  • Semantics
  • Data storage equipment

• Mining periodic behaviors of object movements for animal and biological sustainability studies

  Li, Z., Han, J., Ding, B. & Kays, R., Mar 1 2012, In: Data Mining and Knowledge Discovery. 24, 2, p. 355-386 32 p.

  Research output: Contribution to journal › Article › peer-review

  • Animals
  • Sustainable development
  • Climate change
  • Ecosystems
  • Autocorrelation

• Mining strong relevance between heterogeneous entities from unstructured biomedical data

  Ji, M., He, Q., Han, J. & Spangler, S., Jul 8 2015, In: Data Mining and Knowledge Discovery. 29, 4, p. 976-998 23 p.

  Research output: Contribution to journal › Article › peer-review

  • Semantics
  • Search engines

• Mining trajectory data and geotagged data in social media for road map inference

  Li, J., Qin, Q., Han, J., Tang, L. A. & Lei, K. H., Feb 1 2015, In: Transactions in GIS. 19, 1, p. 1-18 18 p.

  Research output: Contribution to journal › Article › peer-review

  • social media
  • trajectory
  • labor
  • commercial vehicle
  • road

• MiTexCube: MicroTextCluster Cube for online analysis of text cells and its applications

  Zhang, D., Zhai, C. & Han, J., Jun 1 2013, In: Statistical Analysis and Data Mining. 6, 3, p. 243-259 17 p.

  Research output: Contribution to journal › Article › peer-review

  • Regular hexahedron
  • Text
  • Cell
  • Text processing
  • Text Analysis

• Multidimensional sensor data analysis in cyber-physical system: An atypical cube approach

  Tang, L. A., Yu, X., Kim, S., Han, J., Peng, W. C., Sun, Y., Leung, A. & La Porta, T., 2012, In: International Journal of Distributed Sensor Networks. 2012, 724846.

  Research output: Contribution to journal › Article › peer-review

  • Cyber Physical System
  • Sensor networks
  • Sensors
  • Clustering algorithms
  • Monitoring

• Multiscale online media simulation with SocialCube

  Abdelzaher, T., Han, J., Hao, Y., Jing, A., Liu, D., Liu, S., Nguyen, H. H., Nicol, D. M., Shao, H., Wang, T., Yao, S., Zhang, Y., Malik, O., Dipple, S., Flamino, J., Buchanan, F., Cohen, S., Korniss, G. & Szymanski, B. K., Jun 1 2020, In: Computational and Mathematical Organization Theory. 26, 2, p. 145-174 30 p.

  Research output: Contribution to journal › Article › peer-review

  • Simulator
  • Simulators
  • Simulation
  • Abstraction
  • Object

• On exploiting transient social contact patterns for data forwarding in delay-tolerant networks

  Gao, W., Cao, G., La Porta, T. & Han, J., Jan 1 2013, In: IEEE Transactions on Mobile Computing. 12, 1, p. 151-165 15 p., 6086545.

  Research output: Contribution to journal › Article › peer-review

  • Delay tolerant networks
  • Electric power distribution
  • Costs

• Parallel field ranking

  Ji, M., Lin, B., He, X., Cai, D. & Han, J., Sep 1 2013, In: ACM Transactions on Knowledge Discovery from Data. 7, 3, 15.

  Research output: Contribution to journal › Article › peer-review

  • Information retrieval systems
  • Recommender systems
  • Pattern recognition

• PathSelClus: Integrating meta-path selection with user-guided Object clustering in heterogeneous information networks

  Sun, Y., Norick, B., Han, J., Yan, X., Yu, P. S. & Yu, X., Sep 1 2013, In: ACM Transactions on Knowledge Discovery from Data. 7, 3, 11.

  Research output: Contribution to journal › Article › peer-review

  • Seed
  • Semantics
  • Experiments

• Phrase mining of textual data to analyze extracellular matrix protein patterns across cardiovascular disease

  Liem, D. A., Murali, S., Sigdel, D., Shi, Y., Wang, X., Shen, J., Choi, H., Caufield, J. H., Wang, W., Ping, P. & Han, J., Oct 2018, In: American Journal of Physiology - Heart and Circulatory Physiology. 315, 4, p. H910-H924

  Research output: Contribution to journal › Article › peer-review

  • Extracellular Matrix Proteins
  • Data Analysis
  • Cardiovascular Diseases
  • Proteins
  • Extracellular Matrix

• Predicting future popularity trend of events in microblogging platforms

  Gupta, M., Gao, J., Zhai, C. X. & Han, J., 2012, In: Proceedings of the ASIST Annual Meeting. 49, 1

  Research output: Contribution to journal › Article › peer-review

  • popularity
  • Time series analysis
  • event
  • Recommender systems
  • Sports

• RankCompete: Simultaneous ranking and clustering of information networks

  Cao, L., Jin, X., Yin, Z., Del Pozo, A., Luo, J., Han, J. & Huang, T. S., Oct 15 2012, In: Neurocomputing. 95, p. 98-104 7 p.

  Research output: Contribution to journal › Article › peer-review

  • Information Services
  • Cluster Analysis
  • Bibliographies
  • Walkers
  • Bibliography

• Recurring and novel class detection using class-based ensemble for evolving data stream

  Al-Khateeb, T., Masud, M. M., Al-Naami, K. M., Seker, S. E., Mustafa, A. M., Khan, L., Trabelsi, Z., Aggarwal, C. & Han, J., Oct 2016, In: IEEE Transactions on Knowledge and Data Engineering. 28, 10, p. 2752-2764 13 p., 7350165.

  Research output: Contribution to journal › Article › peer-review

• Reinforced similarity integration in image-rich information networks

  Jin, X., Luo, J., Yu, J., Wang, G., Joshi, D. & Han, J., 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 2, p. 448-460 13 p., 6081863.

  Research output: Contribution to journal › Article › peer-review

  • Websites
  • Recommender systems
  • Information retrieval
  • Internet

• Relation strength-aware clustering of heterogeneous information networks with incomplete attributes

  Sun, Y., Aggarwal, C. C. & Han, J., Jan 2012, In: Proceedings of the VLDB Endowment. 5, 5, p. 394-405 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Cyber Physical System
  • Clustering algorithms
  • Statistical Models
  • Labels
  • Semantics

• Revealing density-based clustering structure from the core-connected tree of a network

  Huang, J., Sun, H., Song, Q., Deng, H. & Han, J., Aug 1 2013, In: IEEE Transactions on Knowledge and Data Engineering. 25, 8, p. 1876-1889 14 p., 6200274.

  Research output: Contribution to journal › Article › peer-review

  • Specifications
  • Experiments

• SHINE+: A General Framework for Domain-Specific Entity Linking with Heterogeneous Information Networks

  Shen, W., Han, J., Wang, J., Yuan, X. & Yang, Z., Feb 1 2018, In: IEEE Transactions on Knowledge and Data Engineering. 30, 2, p. 353-366 14 p., 7990163.

  Research output: Contribution to journal › Article › peer-review

  • Statistical Models

• The environmental-data automated track annotation (Env-DATA) system: Linking animal tracks with environmental data

  Dodge, S., Bohrer, G., Weinzierl, R., Davidson, S. C., Kays, R., Douglas, D., Cruz, S., Han, J., Brandes, D. & Wikelski, M., Jul 3 2013, In: Movement Ecology. 1, 1, 3.

  Research output: Contribution to journal › Article › peer-review

  • environmental data
  • remote sensing
  • animal
  • Phoebastria
  • weather